Overview
Brought to you by YData
Dataset statistics
| Number of variables | 19 |
|---|---|
| Number of observations | 1519 |
| Missing cells | 1755 |
| Missing cells (%) | 6.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 951.9 KiB |
| Average record size in memory | 641.7 B |
Variable types
| Numeric | 10 |
|---|---|
| Categorical | 6 |
| Text | 3 |
Purpose has constant value " For Sale" | Constant |
Bathrooms is highly overall correlated with Bedrooms and 3 other fields | High correlation |
Bedrooms is highly overall correlated with Bathrooms and 4 other fields | High correlation |
City is highly overall correlated with Unnamed: 0 and 1 other fields | High correlation |
Kitchens is highly overall correlated with Bathrooms and 1 other fields | High correlation |
Parking Spaces is highly overall correlated with Bedrooms and 1 other fields | High correlation |
Unnamed: 0 is highly overall correlated with City and 1 other fields | High correlation |
area is highly overall correlated with Bathrooms and 3 other fields | High correlation |
price is highly overall correlated with Bathrooms and 3 other fields | High correlation |
price_per_sqft is highly overall correlated with price | High correlation |
property Type is highly overall correlated with province | High correlation |
province is highly overall correlated with City and 2 other fields | High correlation |
property Type is highly imbalanced (76.3%) | Imbalance |
City has 153 (10.1%) missing values | Missing |
Parking Spaces has 694 (45.7%) missing values | Missing |
Bedrooms has 112 (7.4%) missing values | Missing |
Bathrooms has 112 (7.4%) missing values | Missing |
Servant Quarters has 112 (7.4%) missing values | Missing |
Kitchens has 112 (7.4%) missing values | Missing |
Store Rooms has 112 (7.4%) missing values | Missing |
Purpose has 65 (4.3%) missing values | Missing |
area has 65 (4.3%) missing values | Missing |
price_per_sqft has 65 (4.3%) missing values | Missing |
property Type has 153 (10.1%) missing values | Missing |
Parking Spaces is highly skewed (γ1 = 23.22317222) | Skewed |
Unnamed: 0 is uniformly distributed | Uniform |
Unnamed: 0 has unique values | Unique |
House Number has unique values | Unique |
Bedrooms has 47 (3.1%) zeros | Zeros |
Bathrooms has 54 (3.6%) zeros | Zeros |
Servant Quarters has 463 (30.5%) zeros | Zeros |
Kitchens has 129 (8.5%) zeros | Zeros |
Reproduction
| Analysis started | 2025-02-27 17:46:07.441851 |
|---|---|
| Analysis finished | 2025-02-27 17:46:31.072034 |
| Duration | 23.63 seconds |
| Software version | ydata-profiling vv4.12.2 |
| Download configuration | config.json |
Variables
Unnamed: 0
Real number (ℝ)
High correlation  Uniform  Unique 
| Distinct | 1519 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 759 |
| Minimum | 0 |
|---|---|
| Maximum | 1518 |
| Zeros | 1 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 75.9 |
| Q1 | 379.5 |
| median | 759 |
| Q3 | 1138.5 |
| 95-th percentile | 1442.1 |
| Maximum | 1518 |
| Range | 1518 |
| Interquartile range (IQR) | 759 |
Descriptive statistics
| Standard deviation | 438.64184 |
|---|---|
| Coefficient of variation (CV) | 0.57792074 |
| Kurtosis | -1.2 |
| Mean | 759 |
| Median Absolute Deviation (MAD) | 380 |
| Skewness | 0 |
| Sum | 1152921 |
| Variance | 192406.67 |
| Monotonicity | Strictly increasing |
| Value | Count | Frequency (%) |
| 0 | 1 | 0.1% |
| 1009 | 1 | 0.1% |
| 1018 | 1 | 0.1% |
| 1017 | 1 | 0.1% |
| 1016 | 1 | 0.1% |
| 1015 | 1 | 0.1% |
| 1014 | 1 | 0.1% |
| 1013 | 1 | 0.1% |
| 1012 | 1 | 0.1% |
| 1011 | 1 | 0.1% |
| Other values (1509) | 1509 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 |
| Value | Count | Frequency (%) |
| 1518 | 1 | |
| 1517 | 1 | |
| 1516 | 1 | |
| 1515 | 1 | |
| 1514 | 1 | |
| 1513 | 1 | |
| 1512 | 1 | |
| 1511 | 1 | |
| 1510 | 1 | |
| 1509 | 1 |
House Number
Real number (ℝ)
Unique 
| Distinct | 1519 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 51403235 |
| Minimum | 25757819 |
|---|---|
| Maximum | 52144273 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.0 KiB |
Quantile statistics
| Minimum | 25757819 |
|---|---|
| 5-th percentile | 48636648 |
| Q1 | 51506872 |
| median | 51984001 |
| Q3 | 52076958 |
| 95-th percentile | 52126829 |
| Maximum | 52144273 |
| Range | 26386454 |
| Interquartile range (IQR) | 570086 |
Descriptive statistics
| Standard deviation | 1548566.8 |
|---|---|
| Coefficient of variation (CV) | 0.030125863 |
| Kurtosis | 64.4969 |
| Mean | 51403235 |
| Median Absolute Deviation (MAD) | 127727 |
| Skewness | -5.9801436 |
| Sum | 7.8081513 × 1010 |
| Variance | 2.3980592 × 1012 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 48022756 | 1 | 0.1% |
| 50962934 | 1 | 0.1% |
| 52131690 | 1 | 0.1% |
| 51886212 | 1 | 0.1% |
| 52016360 | 1 | 0.1% |
| 52008864 | 1 | 0.1% |
| 52013728 | 1 | 0.1% |
| 52024742 | 1 | 0.1% |
| 52130214 | 1 | 0.1% |
| 52130252 | 1 | 0.1% |
| Other values (1509) | 1509 |
| Value | Count | Frequency (%) |
| 25757819 | 1 | |
| 37107033 | 1 | |
| 37264255 | 1 | |
| 40966074 | 1 | |
| 42475075 | 1 | |
| 42644685 | 1 | |
| 43542179 | 1 | |
| 43639626 | 1 | |
| 43804041 | 1 | |
| 43841758 | 1 |
| Value | Count | Frequency (%) |
| 52144273 | 1 | |
| 52143268 | 1 | |
| 52143266 | 1 | |
| 52142911 | 1 | |
| 52142446 | 1 | |
| 52140372 | 1 | |
| 52140252 | 1 | |
| 52140251 | 1 | |
| 52139999 | 1 | |
| 52139919 | 1 |
City
Categorical
High correlation  Missing 
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 153 |
| Missing (%) | 10.1% |
| Memory size | 96.0 KiB |
| Lahore | |
|---|---|
| Rawalpindi | |
| Karachi |
Length
| Max length | 10 |
|---|---|
| Median length | 7 |
| Mean length | 7.6808199 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Rawalpindi |
|---|---|
| 2nd row | Rawalpindi |
| 3rd row | Rawalpindi |
| 4th row | Rawalpindi |
| 5th row | Rawalpindi |
Common Values
| Value | Count | Frequency (%) |
| Lahore | 582 | |
| Rawalpindi | 504 | |
| Karachi | 280 | |
| (Missing) | 153 | 10.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| lahore | 582 | |
| rawalpindi | 504 | |
| karachi | 280 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 2150 | |
| i | 1288 | |
| h | 862 | |
| r | 862 | |
| L | 582 | 5.5% |
| o | 582 | 5.5% |
| e | 582 | 5.5% |
| R | 504 | 4.8% |
| w | 504 | 4.8% |
| l | 504 | 4.8% |
| Other values (5) | 2072 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 9126 | |
| Uppercase Letter | 1366 | 13.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 2150 | |
| i | 1288 | |
| h | 862 | |
| r | 862 | |
| o | 582 | 6.4% |
| e | 582 | 6.4% |
| w | 504 | 5.5% |
| l | 504 | 5.5% |
| p | 504 | 5.5% |
| n | 504 | 5.5% |
| Other values (2) | 784 | 8.6% |
Uppercase Letter
| Value | Count | Frequency (%) |
| L | 582 | |
| R | 504 | |
| K | 280 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 10492 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 2150 | |
| i | 1288 | |
| h | 862 | |
| r | 862 | |
| L | 582 | 5.5% |
| o | 582 | 5.5% |
| e | 582 | 5.5% |
| R | 504 | 4.8% |
| w | 504 | 4.8% |
| l | 504 | 4.8% |
| Other values (5) | 2072 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 10492 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 2150 | |
| i | 1288 | |
| h | 862 | |
| r | 862 | |
| L | 582 | 5.5% |
| o | 582 | 5.5% |
| e | 582 | 5.5% |
| R | 504 | 4.8% |
| w | 504 | 4.8% |
| l | 504 | 4.8% |
| Other values (5) | 2072 |
Parking Spaces
Real number (ℝ)
High correlation  Missing  Skewed 
| Distinct | 17 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 694 |
| Missing (%) | 45.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.3660606 |
| Minimum | 0 |
|---|---|
| Maximum | 400 |
| Zeros | 1 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 5 |
| Maximum | 400 |
| Range | 400 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 15.007015 |
|---|---|
| Coefficient of variation (CV) | 4.4583318 |
| Kurtosis | 598.07999 |
| Mean | 3.3660606 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 23.223172 |
| Sum | 2777 |
| Variance | 225.2105 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 259 | 17.1% |
| 2 | 234 | 15.4% |
| 3 | 146 | 9.6% |
| 4 | 135 | 8.9% |
| 6 | 19 | 1.3% |
| 5 | 14 | 0.9% |
| 20 | 3 | 0.2% |
| 8 | 3 | 0.2% |
| 10 | 3 | 0.2% |
| 100 | 2 | 0.1% |
| Other values (7) | 7 | 0.5% |
| (Missing) | 694 |
| Value | Count | Frequency (%) |
| 0 | 1 | 0.1% |
| 1 | 259 | |
| 2 | 234 | |
| 3 | 146 | |
| 4 | 135 | |
| 5 | 14 | 0.9% |
| 6 | 19 | 1.3% |
| 8 | 3 | 0.2% |
| 10 | 3 | 0.2% |
| 15 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 400 | 1 | 0.1% |
| 100 | 2 | |
| 60 | 1 | 0.1% |
| 50 | 1 | 0.1% |
| 25 | 1 | 0.1% |
| 24 | 1 | 0.1% |
| 20 | 3 | |
| 15 | 1 | 0.1% |
| 10 | 3 | |
| 8 | 3 |
Bedrooms
Real number (ℝ)
High correlation  Missing  Zeros 
| Distinct | 13 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 112 |
| Missing (%) | 7.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.0575693 |
| Minimum | 0 |
|---|---|
| Maximum | 13 |
| Zeros | 47 |
| Zeros (%) | 3.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 4 |
| Q3 | 5 |
| 95-th percentile | 6 |
| Maximum | 13 |
| Range | 13 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.701463 |
|---|---|
| Coefficient of variation (CV) | 0.41933062 |
| Kurtosis | 0.913183 |
| Mean | 4.0575693 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.12554764 |
| Sum | 5709 |
| Variance | 2.8949764 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5 | 503 | |
| 3 | 293 | |
| 4 | 200 | 13.2% |
| 6 | 127 | 8.4% |
| 2 | 103 | 6.8% |
| 1 | 73 | 4.8% |
| 0 | 47 | 3.1% |
| 7 | 34 | 2.2% |
| 8 | 16 | 1.1% |
| 9 | 6 | 0.4% |
| Other values (3) | 5 | 0.3% |
| (Missing) | 112 | 7.4% |
| Value | Count | Frequency (%) |
| 0 | 47 | 3.1% |
| 1 | 73 | 4.8% |
| 2 | 103 | 6.8% |
| 3 | 293 | |
| 4 | 200 | 13.2% |
| 5 | 503 | |
| 6 | 127 | 8.4% |
| 7 | 34 | 2.2% |
| 8 | 16 | 1.1% |
| 9 | 6 | 0.4% |
| Value | Count | Frequency (%) |
| 13 | 1 | 0.1% |
| 11 | 1 | 0.1% |
| 10 | 3 | 0.2% |
| 9 | 6 | 0.4% |
| 8 | 16 | 1.1% |
| 7 | 34 | 2.2% |
| 6 | 127 | 8.4% |
| 5 | 503 | |
| 4 | 200 | 13.2% |
| 3 | 293 |
Bathrooms
Real number (ℝ)
High correlation  Missing  Zeros 
| Distinct | 13 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 112 |
| Missing (%) | 7.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.6204691 |
| Minimum | 0 |
|---|---|
| Maximum | 13 |
| Zeros | 54 |
| Zeros (%) | 3.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 5 |
| Q3 | 6 |
| 95-th percentile | 7 |
| Maximum | 13 |
| Range | 13 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.0112292 |
|---|---|
| Coefficient of variation (CV) | 0.43528681 |
| Kurtosis | 0.25544019 |
| Mean | 4.6204691 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.32458773 |
| Sum | 6501 |
| Variance | 4.045043 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 6 | 420 | |
| 4 | 237 | |
| 5 | 231 | |
| 3 | 141 | 9.3% |
| 7 | 103 | 6.8% |
| 2 | 90 | 5.9% |
| 1 | 77 | 5.1% |
| 0 | 54 | 3.6% |
| 8 | 32 | 2.1% |
| 10 | 13 | 0.9% |
| Other values (3) | 9 | 0.6% |
| (Missing) | 112 | 7.4% |
| Value | Count | Frequency (%) |
| 0 | 54 | 3.6% |
| 1 | 77 | 5.1% |
| 2 | 90 | 5.9% |
| 3 | 141 | 9.3% |
| 4 | 237 | |
| 5 | 231 | |
| 6 | 420 | |
| 7 | 103 | 6.8% |
| 8 | 32 | 2.1% |
| 9 | 5 | 0.3% |
| Value | Count | Frequency (%) |
| 13 | 1 | 0.1% |
| 11 | 3 | 0.2% |
| 10 | 13 | 0.9% |
| 9 | 5 | 0.3% |
| 8 | 32 | 2.1% |
| 7 | 103 | 6.8% |
| 6 | 420 | |
| 5 | 231 | |
| 4 | 237 | |
| 3 | 141 | 9.3% |
Servant Quarters
Real number (ℝ)
Missing  Zeros 
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 112 |
| Missing (%) | 7.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.82942431 |
| Minimum | 0 |
|---|---|
| Maximum | 11 |
| Zeros | 463 |
| Zeros (%) | 30.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 2 |
| Maximum | 11 |
| Range | 11 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.74818977 |
|---|---|
| Coefficient of variation (CV) | 0.90205913 |
| Kurtosis | 25.167395 |
| Mean | 0.82942431 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.3497665 |
| Sum | 1167 |
| Variance | 0.55978793 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 749 | |
| 0 | 463 | |
| 2 | 179 | 11.8% |
| 3 | 13 | 0.9% |
| 6 | 1 | 0.1% |
| 11 | 1 | 0.1% |
| 4 | 1 | 0.1% |
| (Missing) | 112 | 7.4% |
| Value | Count | Frequency (%) |
| 0 | 463 | |
| 1 | 749 | |
| 2 | 179 | 11.8% |
| 3 | 13 | 0.9% |
| 4 | 1 | 0.1% |
| 6 | 1 | 0.1% |
| 11 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 11 | 1 | 0.1% |
| 6 | 1 | 0.1% |
| 4 | 1 | 0.1% |
| 3 | 13 | 0.9% |
| 2 | 179 | 11.8% |
| 1 | 749 | |
| 0 | 463 |
Kitchens
Real number (ℝ)
High correlation  Missing  Zeros 
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 112 |
| Missing (%) | 7.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.6062544 |
| Minimum | 0 |
|---|---|
| Maximum | 21 |
| Zeros | 129 |
| Zeros (%) | 8.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 2 |
| 95-th percentile | 3 |
| Maximum | 21 |
| Range | 21 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.91450496 |
|---|---|
| Coefficient of variation (CV) | 0.56934003 |
| Kurtosis | 143.00315 |
| Mean | 1.6062544 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 6.5513379 |
| Sum | 2260 |
| Variance | 0.83631932 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 780 | |
| 1 | 409 | |
| 0 | 129 | 8.5% |
| 3 | 83 | 5.5% |
| 4 | 4 | 0.3% |
| 5 | 1 | 0.1% |
| 21 | 1 | 0.1% |
| (Missing) | 112 | 7.4% |
| Value | Count | Frequency (%) |
| 0 | 129 | 8.5% |
| 1 | 409 | |
| 2 | 780 | |
| 3 | 83 | 5.5% |
| 4 | 4 | 0.3% |
| 5 | 1 | 0.1% |
| 21 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 21 | 1 | 0.1% |
| 5 | 1 | 0.1% |
| 4 | 4 | 0.3% |
| 3 | 83 | 5.5% |
| 2 | 780 | |
| 1 | 409 | |
| 0 | 129 | 8.5% |
Store Rooms
Categorical
Missing 
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 112 |
| Missing (%) | 7.4% |
| Memory size | 89.6 KiB |
| 1.0 | |
|---|---|
| 0.0 | |
| 2.0 | |
| 3.0 | 9 |
| 4.0 | 5 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 719 | |
| 0.0 | 500 | |
| 2.0 | 174 | 11.5% |
| 3.0 | 9 | 0.6% |
| 4.0 | 5 | 0.3% |
| (Missing) | 112 | 7.4% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 719 | |
| 0.0 | 500 | |
| 2.0 | 174 | 12.4% |
| 3.0 | 9 | 0.6% |
| 4.0 | 5 | 0.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1907 | |
| . | 1407 | |
| 1 | 719 | 17.0% |
| 2 | 174 | 4.1% |
| 3 | 9 | 0.2% |
| 4 | 5 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2814 | |
| Other Punctuation | 1407 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1907 | |
| 1 | 719 | 25.6% |
| 2 | 174 | 6.2% |
| 3 | 9 | 0.3% |
| 4 | 5 | 0.2% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 1407 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4221 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1907 | |
| . | 1407 | |
| 1 | 719 | 17.0% |
| 2 | 174 | 4.1% |
| 3 | 9 | 0.2% |
| 4 | 5 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4221 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1907 | |
| . | 1407 | |
| 1 | 719 | 17.0% |
| 2 | 174 | 4.1% |
| 3 | 9 | 0.2% |
| 4 | 5 | 0.1% |
price
Real number (ℝ)
High correlation 
| Distinct | 348 |
|---|---|
| Distinct (%) | 22.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.9260829 |
| Minimum | 0.26 |
|---|---|
| Maximum | 58 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.0 KiB |
Quantile statistics
| Minimum | 0.26 |
|---|---|
| 5-th percentile | 0.739 |
| Q1 | 1.8 |
| median | 3.15 |
| Q3 | 6 |
| 95-th percentile | 15 |
| Maximum | 58 |
| Range | 57.74 |
| Interquartile range (IQR) | 4.2 |
Descriptive statistics
| Standard deviation | 5.6474432 |
|---|---|
| Coefficient of variation (CV) | 1.1464369 |
| Kurtosis | 19.062253 |
| Mean | 4.9260829 |
| Median Absolute Deviation (MAD) | 1.6 |
| Skewness | 3.6394889 |
| Sum | 7482.72 |
| Variance | 31.893615 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1.65 | 29 | 1.9% |
| 1.85 | 28 | 1.8% |
| 2.25 | 28 | 1.8% |
| 4.5 | 25 | 1.6% |
| 1.9 | 22 | 1.4% |
| 3.5 | 22 | 1.4% |
| 2.2 | 21 | 1.4% |
| 2.3 | 21 | 1.4% |
| 1.7 | 20 | 1.3% |
| 5.5 | 20 | 1.3% |
| Other values (338) | 1283 |
| Value | Count | Frequency (%) |
| 0.26 | 1 | 0.1% |
| 0.28 | 1 | 0.1% |
| 0.29 | 1 | 0.1% |
| 0.31 | 1 | 0.1% |
| 0.32 | 1 | 0.1% |
| 0.35 | 1 | 0.1% |
| 0.36 | 4 | |
| 0.4 | 1 | 0.1% |
| 0.42 | 2 | |
| 0.43 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 58 | 1 | 0.1% |
| 48.5 | 1 | 0.1% |
| 44.5 | 1 | 0.1% |
| 42 | 3 | |
| 40 | 2 | |
| 39 | 1 | 0.1% |
| 38 | 1 | 0.1% |
| 36 | 2 | |
| 35 | 1 | 0.1% |
| 33 | 1 | 0.1% |
Purpose
Categorical
Constant  Missing 
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 65 |
| Missing (%) | 4.3% |
| Memory size | 97.9 KiB |
| For Sale |
|---|
Length
| Max length | 9 |
|---|---|
| Median length | 9 |
| Mean length | 9 |
| Min length | 9 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | For Sale |
|---|---|
| 2nd row | For Sale |
| 3rd row | For Sale |
| 4th row | For Sale |
| 5th row | For Sale |
Common Values
| Value | Count | Frequency (%) |
| For Sale | 1454 | |
| (Missing) | 65 | 4.3% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| for | 1454 | |
| sale | 1454 |
Most occurring characters
| Value | Count | Frequency (%) |
| 2908 | ||
| F | 1454 | |
| o | 1454 | |
| r | 1454 | |
| S | 1454 | |
| a | 1454 | |
| l | 1454 | |
| e | 1454 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 7270 | |
| Space Separator | 2908 | 22.2% |
| Uppercase Letter | 2908 | 22.2% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 1454 | |
| r | 1454 | |
| a | 1454 | |
| l | 1454 | |
| e | 1454 |
Uppercase Letter
| Value | Count | Frequency (%) |
| F | 1454 | |
| S | 1454 |
Space Separator
| Value | Count | Frequency (%) |
| 2908 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 10178 | |
| Common | 2908 | 22.2% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| F | 1454 | |
| o | 1454 | |
| r | 1454 | |
| S | 1454 | |
| a | 1454 | |
| l | 1454 | |
| e | 1454 |
Common
| Value | Count | Frequency (%) |
| 2908 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 13086 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2908 | ||
| F | 1454 | |
| o | 1454 | |
| r | 1454 | |
| S | 1454 | |
| a | 1454 | |
| l | 1454 | |
| e | 1454 |
Location
Text
| Distinct | 142 |
|---|---|
| Distinct (%) | 9.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 135.1 KiB |
Length
| Max length | 63 |
|---|---|
| Median length | 60 |
| Mean length | 34.007242 |
| Min length | 3 |
Unique
| Unique | 64 ? |
|---|---|
| Unique (%) | 4.2% |
Sample
| 1st row | Bahria Town Rawalpindi, Rawalpindi, Punjab, |
|---|---|
| 2nd row | Bahria Town Rawalpindi, Rawalpindi, Punjab, |
| 3rd row | Bahria Town Rawalpindi, Rawalpindi, Punjab, |
| 4th row | Bahria Town Rawalpindi, Rawalpindi, Punjab, |
| 5th row | Bahria Town Rawalpindi, Rawalpindi, Punjab, |
| Value | Count | Frequency (%) |
| punjab | 1233 | |
| rawalpindi | 968 | |
| lahore | 670 | |
| town | 608 | |
| bahria | 556 | |
| karachi | 291 | 4.5% |
| defence | 281 | 4.3% |
| dha | 281 | 4.3% |
| sindh | 237 | 3.6% |
| road | 115 | 1.8% |
| Other values (170) | 1288 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 6499 | 12.6% |
| 6478 | 12.5% | |
| , | 4386 | 8.5% |
| n | 3757 | 7.3% |
| i | 3680 | 7.1% |
| e | 2026 | 3.9% |
| h | 1989 | 3.9% |
| r | 1955 | 3.8% |
| o | 1759 | 3.4% |
| w | 1660 | 3.2% |
| Other values (47) | 17468 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 33600 | |
| Uppercase Letter | 7124 | 13.8% |
| Space Separator | 6478 | 12.5% |
| Other Punctuation | 4386 | 8.5% |
| Decimal Number | 69 | 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 6499 | |
| n | 3757 | |
| i | 3680 | |
| e | 2026 | 6.0% |
| h | 1989 | 5.9% |
| r | 1955 | 5.8% |
| o | 1759 | 5.2% |
| w | 1660 | 4.9% |
| d | 1516 | 4.5% |
| u | 1480 | 4.4% |
| Other values (16) | 7279 |
Uppercase Letter
| Value | Count | Frequency (%) |
| P | 1339 | |
| R | 1134 | |
| L | 689 | |
| T | 640 | |
| D | 579 | |
| B | 573 | |
| A | 461 | 6.5% |
| S | 408 | 5.7% |
| H | 406 | 5.7% |
| K | 301 | 4.2% |
| Other values (14) | 594 |
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 31 | |
| 3 | 27 | |
| 4 | 9 | 13.0% |
| 2 | 1 | 1.4% |
| 9 | 1 | 1.4% |
Space Separator
| Value | Count | Frequency (%) |
| 6478 |
Other Punctuation
| Value | Count | Frequency (%) |
| , | 4386 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 40724 | |
| Common | 10933 | 21.2% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 6499 | |
| n | 3757 | 9.2% |
| i | 3680 | 9.0% |
| e | 2026 | 5.0% |
| h | 1989 | 4.9% |
| r | 1955 | 4.8% |
| o | 1759 | 4.3% |
| w | 1660 | 4.1% |
| d | 1516 | 3.7% |
| u | 1480 | 3.6% |
| Other values (40) | 14403 |
Common
| Value | Count | Frequency (%) |
| 6478 | ||
| , | 4386 | |
| 1 | 31 | 0.3% |
| 3 | 27 | 0.2% |
| 4 | 9 | 0.1% |
| 2 | 1 | < 0.1% |
| 9 | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 51657 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 6499 | 12.6% |
| 6478 | 12.5% | |
| , | 4386 | 8.5% |
| n | 3757 | 7.3% |
| i | 3680 | 7.1% |
| e | 2026 | 3.9% |
| h | 1989 | 3.9% |
| r | 1955 | 3.8% |
| o | 1759 | 3.4% |
| w | 1660 | 3.2% |
| Other values (47) | 17468 |
Age Possession
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 103.3 KiB |
| Relatively New | |
|---|---|
| Undefined | |
| New Property | |
| Under Construction | |
| Moderately Old | 40 |
Length
| Max length | 18 |
|---|---|
| Median length | 14 |
| Mean length | 12.564845 |
| Min length | 9 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Relatively New |
|---|---|
| 2nd row | Relatively New |
| 3rd row | Undefined |
| 4th row | Relatively New |
| 5th row | New Property |
Common Values
| Value | Count | Frequency (%) |
| Relatively New | 770 | |
| Undefined | 458 | |
| New Property | 125 | 8.2% |
| Under Construction | 102 | 6.7% |
| Moderately Old | 40 | 2.6% |
| Old Property | 24 | 1.6% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| new | 895 | |
| relatively | 770 | |
| undefined | 458 | |
| property | 149 | 5.8% |
| under | 102 | 4.0% |
| construction | 102 | 4.0% |
| old | 64 | 2.5% |
| moderately | 40 | 1.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 3682 | |
| l | 1644 | 8.6% |
| i | 1330 | 7.0% |
| n | 1222 | 6.4% |
| t | 1163 | 6.1% |
| d | 1122 | 5.9% |
| 1061 | 5.6% | |
| y | 959 | 5.0% |
| N | 895 | 4.7% |
| w | 895 | 4.7% |
| Other values (15) | 5113 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 15445 | |
| Uppercase Letter | 2580 | 13.5% |
| Space Separator | 1061 | 5.6% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 3682 | |
| l | 1644 | |
| i | 1330 | 8.6% |
| n | 1222 | 7.9% |
| t | 1163 | 7.5% |
| d | 1122 | 7.3% |
| y | 959 | 6.2% |
| w | 895 | 5.8% |
| a | 810 | 5.2% |
| v | 770 | 5.0% |
| Other values (7) | 1848 |
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 895 | |
| R | 770 | |
| U | 560 | |
| P | 149 | 5.8% |
| C | 102 | 4.0% |
| O | 64 | 2.5% |
| M | 40 | 1.6% |
Space Separator
| Value | Count | Frequency (%) |
| 1061 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 18025 | |
| Common | 1061 | 5.6% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 3682 | |
| l | 1644 | 9.1% |
| i | 1330 | 7.4% |
| n | 1222 | 6.8% |
| t | 1163 | 6.5% |
| d | 1122 | 6.2% |
| y | 959 | 5.3% |
| N | 895 | 5.0% |
| w | 895 | 5.0% |
| a | 810 | 4.5% |
| Other values (14) | 4303 |
Common
| Value | Count | Frequency (%) |
| 1061 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 19086 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 3682 | |
| l | 1644 | 8.6% |
| i | 1330 | 7.0% |
| n | 1222 | 6.4% |
| t | 1163 | 6.1% |
| d | 1122 | 5.9% |
| 1061 | 5.6% | |
| y | 959 | 5.0% |
| N | 895 | 4.7% |
| w | 895 | 4.7% |
| Other values (15) | 5113 |
area
Real number (ℝ)
High correlation  Missing 
| Distinct | 163 |
|---|---|
| Distinct (%) | 11.2% |
| Missing | 65 |
| Missing (%) | 4.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3075.9924 |
| Minimum | 279 |
|---|---|
| Maximum | 108900 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.0 KiB |
Quantile statistics
| Minimum | 279 |
|---|---|
| 5-th percentile | 817 |
| Q1 | 1361 |
| median | 2277 |
| Q3 | 3600 |
| 95-th percentile | 5869.75 |
| Maximum | 108900 |
| Range | 108621 |
| Interquartile range (IQR) | 2239 |
Descriptive statistics
| Standard deviation | 4168.4051 |
|---|---|
| Coefficient of variation (CV) | 1.3551415 |
| Kurtosis | 309.81095 |
| Mean | 3075.9924 |
| Median Absolute Deviation (MAD) | 916 |
| Skewness | 14.138177 |
| Sum | 4472493 |
| Variance | 17375601 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1361 | 289 | |
| 2722 | 253 | |
| 5445 | 216 | |
| 1906 | 72 | 4.7% |
| 10890 | 35 | 2.3% |
| 817 | 35 | 2.3% |
| 1634 | 29 | 1.9% |
| 1089 | 26 | 1.7% |
| 4500 | 26 | 1.7% |
| 2178 | 20 | 1.3% |
| Other values (153) | 453 | |
| (Missing) | 65 | 4.3% |
| Value | Count | Frequency (%) |
| 279 | 1 | 0.1% |
| 327 | 2 | 0.1% |
| 354 | 1 | 0.1% |
| 381 | 2 | 0.1% |
| 436 | 2 | 0.1% |
| 463 | 1 | 0.1% |
| 490 | 4 | 0.3% |
| 540 | 1 | 0.1% |
| 544 | 11 | |
| 572 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 108900 | 1 | 0.1% |
| 49005 | 1 | 0.1% |
| 43560 | 2 | 0.1% |
| 32670 | 1 | 0.1% |
| 23958 | 1 | 0.1% |
| 21780 | 2 | 0.1% |
| 16335 | 2 | 0.1% |
| 11979 | 1 | 0.1% |
| 10890 | 35 | |
| 9801 | 1 | 0.1% |
price_per_sqft
Real number (ℝ)
High correlation  Missing 
| Distinct | 722 |
|---|---|
| Distinct (%) | 49.7% |
| Missing | 65 |
| Missing (%) | 4.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15291.294 |
| Minimum | 550.96 |
|---|---|
| Maximum | 62222.22 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.0 KiB |
Quantile statistics
| Minimum | 550.96 |
|---|---|
| 5-th percentile | 7794.8475 |
| Q1 | 11559.763 |
| median | 13915.305 |
| Q3 | 17251.115 |
| 95-th percentile | 27645.017 |
| Maximum | 62222.22 |
| Range | 61671.26 |
| Interquartile range (IQR) | 5691.3525 |
Descriptive statistics
| Standard deviation | 6833.6796 |
|---|---|
| Coefficient of variation (CV) | 0.44690003 |
| Kurtosis | 7.6221363 |
| Mean | 15291.294 |
| Median Absolute Deviation (MAD) | 2685.08 |
| Skewness | 2.1305255 |
| Sum | 22233541 |
| Variance | 46699177 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 13960.32 | 27 | 1.8% |
| 13592.95 | 24 | 1.6% |
| 12123.44 | 23 | 1.5% |
| 16531.96 | 22 | 1.4% |
| 13774.1 | 19 | 1.3% |
| 12490.82 | 19 | 1.3% |
| 12858.19 | 17 | 1.1% |
| 13225.57 | 17 | 1.1% |
| 14327.7 | 16 | 1.1% |
| 11756.06 | 16 | 1.1% |
| Other values (712) | 1254 | |
| (Missing) | 65 | 4.3% |
| Value | Count | Frequency (%) |
| 550.96 | 1 | |
| 587.7 | 1 | |
| 1056.01 | 1 | |
| 1224.36 | 1 | |
| 1322.31 | 1 | |
| 1530.46 | 1 | |
| 1606.98 | 1 | |
| 2203.86 | 1 | |
| 2410.47 | 1 | |
| 2712.16 | 1 |
| Value | Count | Frequency (%) |
| 62222.22 | 1 | |
| 55555.56 | 1 | |
| 53259.87 | 1 | |
| 53240.74 | 1 | |
| 52777.78 | 1 | |
| 50925.93 | 1 | |
| 49888.89 | 1 | |
| 47777.78 | 1 | |
| 46296.3 | 2 | |
| 45913.68 | 1 |
colony
Text
| Distinct | 304 |
|---|---|
| Distinct (%) | 20.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 107.4 KiB |
Length
| Max length | 52 |
|---|---|
| Median length | 41 |
| Mean length | 15.312706 |
| Min length | 3 |
Unique
| Unique | 158 ? |
|---|---|
| Unique (%) | 10.4% |
Sample
| 1st row | Bahria Town Phase 8 |
|---|---|
| 2nd row | Bahria Town Phase 8 |
| 3rd row | Bahria Town Phase 4 |
| 4th row | Bahria Town Phase 8 |
| 5th row | Bahria Greens |
| Value | Count | Frequency (%) |
| phase | 592 | 13.6% |
| bahria | 543 | 12.5% |
| town | 538 | 12.3% |
| dha | 261 | 6.0% |
| 8 | 241 | 5.5% |
| housing | 122 | 2.8% |
| city | 118 | 2.7% |
| 6 | 90 | 2.1% |
| society | 82 | 1.9% |
| 2 | 80 | 1.8% |
| Other values (286) | 1690 |
Most occurring characters
| Value | Count | Frequency (%) |
| 3437 | ||
| a | 2742 | 11.8% |
| h | 1431 | 6.2% |
| e | 1382 | 5.9% |
| i | 1348 | 5.8% |
| r | 1196 | 5.1% |
| o | 1097 | 4.7% |
| n | 1092 | 4.7% |
| s | 1027 | 4.4% |
| P | 746 | 3.2% |
| Other values (56) | 7762 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 14758 | |
| Uppercase Letter | 4277 | 18.4% |
| Space Separator | 3437 | 14.8% |
| Decimal Number | 779 | 3.3% |
| Open Punctuation | 3 | < 0.1% |
| Close Punctuation | 3 | < 0.1% |
| Other Punctuation | 3 | < 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 2742 | |
| h | 1431 | |
| e | 1382 | |
| i | 1348 | |
| r | 1196 | |
| o | 1097 | |
| n | 1092 | 7.4% |
| s | 1027 | 7.0% |
| w | 626 | 4.2% |
| t | 453 | 3.1% |
| Other values (16) | 2364 |
Uppercase Letter
| Value | Count | Frequency (%) |
| P | 746 | |
| B | 599 | |
| T | 557 | |
| A | 499 | |
| H | 423 | |
| D | 298 | 7.0% |
| C | 243 | 5.7% |
| S | 238 | 5.6% |
| G | 156 | 3.6% |
| R | 102 | 2.4% |
| Other values (16) | 416 |
Decimal Number
| Value | Count | Frequency (%) |
| 8 | 242 | |
| 1 | 91 | 11.7% |
| 6 | 90 | 11.6% |
| 2 | 81 | 10.4% |
| 7 | 74 | 9.5% |
| 3 | 63 | 8.1% |
| 4 | 44 | 5.6% |
| 5 | 44 | 5.6% |
| 9 | 35 | 4.5% |
| 0 | 15 | 1.9% |
Space Separator
| Value | Count | Frequency (%) |
| 3437 |
Open Punctuation
| Value | Count | Frequency (%) |
| ( | 3 |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 3 |
Other Punctuation
| Value | Count | Frequency (%) |
| & | 3 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 19035 | |
| Common | 4225 | 18.2% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 2742 | |
| h | 1431 | 7.5% |
| e | 1382 | 7.3% |
| i | 1348 | 7.1% |
| r | 1196 | 6.3% |
| o | 1097 | 5.8% |
| n | 1092 | 5.7% |
| s | 1027 | 5.4% |
| P | 746 | 3.9% |
| w | 626 | 3.3% |
| Other values (42) | 6348 |
Common
| Value | Count | Frequency (%) |
| 3437 | ||
| 8 | 242 | 5.7% |
| 1 | 91 | 2.2% |
| 6 | 90 | 2.1% |
| 2 | 81 | 1.9% |
| 7 | 74 | 1.8% |
| 3 | 63 | 1.5% |
| 4 | 44 | 1.0% |
| 5 | 44 | 1.0% |
| 9 | 35 | 0.8% |
| Other values (4) | 24 | 0.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 23260 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 3437 | ||
| a | 2742 | 11.8% |
| h | 1431 | 6.2% |
| e | 1382 | 5.9% |
| i | 1348 | 5.8% |
| r | 1196 | 5.1% |
| o | 1097 | 4.7% |
| n | 1092 | 4.7% |
| s | 1027 | 4.4% |
| P | 746 | 3.2% |
| Other values (56) | 7762 |
province
Categorical
High correlation 
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 93.3 KiB |
| Punjab | |
|---|---|
| Sindh |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 5.8150099 |
| Min length | 5 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Punjab |
|---|---|
| 2nd row | Punjab |
| 3rd row | Punjab |
| 4th row | Punjab |
| 5th row | Punjab |
Common Values
| Value | Count | Frequency (%) |
| Punjab | 1238 | |
| Sindh | 281 | 18.5% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| punjab | 1238 | |
| sindh | 281 | 18.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 1519 | |
| P | 1238 | |
| u | 1238 | |
| j | 1238 | |
| a | 1238 | |
| b | 1238 | |
| S | 281 | 3.2% |
| i | 281 | 3.2% |
| d | 281 | 3.2% |
| h | 281 | 3.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 7314 | |
| Uppercase Letter | 1519 | 17.2% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 1519 | |
| u | 1238 | |
| j | 1238 | |
| a | 1238 | |
| b | 1238 | |
| i | 281 | 3.8% |
| d | 281 | 3.8% |
| h | 281 | 3.8% |
Uppercase Letter
| Value | Count | Frequency (%) |
| P | 1238 | |
| S | 281 | 18.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 8833 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 1519 | |
| P | 1238 | |
| u | 1238 | |
| j | 1238 | |
| a | 1238 | |
| b | 1238 | |
| S | 281 | 3.2% |
| i | 281 | 3.2% |
| d | 281 | 3.2% |
| h | 281 | 3.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 8833 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| n | 1519 | |
| P | 1238 | |
| u | 1238 | |
| j | 1238 | |
| a | 1238 | |
| b | 1238 | |
| S | 281 | 3.2% |
| i | 281 | 3.2% |
| d | 281 | 3.2% |
| h | 281 | 3.2% |
society
Text
| Distinct | 139 |
|---|---|
| Distinct (%) | 9.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 107.2 KiB |
Length
| Max length | 45 |
|---|---|
| Median length | 44 |
| Mean length | 15.208032 |
| Min length | 3 |
Unique
| Unique | 64 ? |
|---|---|
| Unique (%) | 4.2% |
Sample
| 1st row | Bahria Town Rawalpindi |
|---|---|
| 2nd row | Bahria Town Rawalpindi |
| 3rd row | Bahria Town Rawalpindi |
| 4th row | Bahria Town Rawalpindi |
| 5th row | Bahria Town Rawalpindi |
| Value | Count | Frequency (%) |
| town | 608 | |
| bahria | 556 | |
| rawalpindi | 408 | |
| defence | 281 | 7.8% |
| dha | 281 | 7.8% |
| road | 115 | 3.2% |
| housing | 115 | 3.2% |
| city | 76 | 2.1% |
| society | 76 | 2.1% |
| park | 74 | 2.1% |
| Other values (169) | 1014 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 3015 | 13.1% |
| 2092 | 9.1% | |
| i | 2086 | 9.0% |
| n | 1735 | 7.5% |
| e | 1361 | 5.9% |
| w | 1100 | 4.8% |
| o | 1094 | 4.7% |
| r | 1053 | 4.6% |
| h | 850 | 3.7% |
| d | 719 | 3.1% |
| Other values (46) | 7996 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 16740 | |
| Uppercase Letter | 4200 | 18.2% |
| Space Separator | 2092 | 9.1% |
| Decimal Number | 69 | 0.3% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 3015 | |
| i | 2086 | |
| n | 1735 | |
| e | 1361 | |
| w | 1100 | 6.6% |
| o | 1094 | 6.5% |
| r | 1053 | 6.3% |
| h | 850 | 5.1% |
| d | 719 | 4.3% |
| l | 700 | 4.2% |
| Other values (16) | 3027 |
Uppercase Letter
| Value | Count | Frequency (%) |
| T | 640 | |
| D | 579 | |
| R | 574 | |
| B | 573 | |
| A | 461 | |
| H | 406 | |
| C | 173 | 4.1% |
| S | 171 | 4.1% |
| G | 141 | 3.4% |
| P | 114 | 2.7% |
| Other values (14) | 368 |
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 31 | |
| 3 | 27 | |
| 4 | 9 | 13.0% |
| 9 | 1 | 1.4% |
| 2 | 1 | 1.4% |
Space Separator
| Value | Count | Frequency (%) |
| 2092 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 20940 | |
| Common | 2161 | 9.4% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 3015 | |
| i | 2086 | 10.0% |
| n | 1735 | 8.3% |
| e | 1361 | 6.5% |
| w | 1100 | 5.3% |
| o | 1094 | 5.2% |
| r | 1053 | 5.0% |
| h | 850 | 4.1% |
| d | 719 | 3.4% |
| l | 700 | 3.3% |
| Other values (40) | 7227 |
Common
| Value | Count | Frequency (%) |
| 2092 | ||
| 1 | 31 | 1.4% |
| 3 | 27 | 1.2% |
| 4 | 9 | 0.4% |
| 9 | 1 | < 0.1% |
| 2 | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 23101 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 3015 | 13.1% |
| 2092 | 9.1% | |
| i | 2086 | 9.0% |
| n | 1735 | 7.5% |
| e | 1361 | 5.9% |
| w | 1100 | 4.8% |
| o | 1094 | 4.7% |
| r | 1053 | 4.6% |
| h | 850 | 3.7% |
| d | 719 | 3.1% |
| Other values (46) | 7996 |
property Type
Categorical
High correlation  Imbalance  Missing 
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 153 |
| Missing (%) | 10.1% |
| Memory size | 93.6 KiB |
| Houses | |
|---|---|
| Flats | 118 |
| Upper | 13 |
| Lower | 6 |
| Penthouse | 1 |
Length
| Max length | 9 |
|---|---|
| Median length | 6 |
| Mean length | 5.9019034 |
| Min length | 5 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | Houses |
|---|---|
| 2nd row | Houses |
| 3rd row | Houses |
| 4th row | Houses |
| 5th row | Houses |
Common Values
| Value | Count | Frequency (%) |
| Houses | 1228 | |
| Flats | 118 | 7.8% |
| Upper | 13 | 0.9% |
| Lower | 6 | 0.4% |
| Penthouse | 1 | 0.1% |
| (Missing) | 153 | 10.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| houses | 1228 | |
| flats | 118 | 8.6% |
| upper | 13 | 1.0% |
| lower | 6 | 0.4% |
| penthouse | 1 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| s | 2575 | |
| e | 1249 | |
| o | 1235 | |
| u | 1229 | |
| H | 1228 | |
| t | 119 | 1.5% |
| l | 118 | 1.5% |
| a | 118 | 1.5% |
| F | 118 | 1.5% |
| p | 26 | 0.3% |
| Other values (7) | 47 | 0.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 6696 | |
| Uppercase Letter | 1366 | 16.9% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| s | 2575 | |
| e | 1249 | |
| o | 1235 | |
| u | 1229 | |
| t | 119 | 1.8% |
| l | 118 | 1.8% |
| a | 118 | 1.8% |
| p | 26 | 0.4% |
| r | 19 | 0.3% |
| w | 6 | 0.1% |
| Other values (2) | 2 | < 0.1% |
Uppercase Letter
| Value | Count | Frequency (%) |
| H | 1228 | |
| F | 118 | 8.6% |
| U | 13 | 1.0% |
| L | 6 | 0.4% |
| P | 1 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 8062 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| s | 2575 | |
| e | 1249 | |
| o | 1235 | |
| u | 1229 | |
| H | 1228 | |
| t | 119 | 1.5% |
| l | 118 | 1.5% |
| a | 118 | 1.5% |
| F | 118 | 1.5% |
| p | 26 | 0.3% |
| Other values (7) | 47 | 0.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 8062 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| s | 2575 | |
| e | 1249 | |
| o | 1235 | |
| u | 1229 | |
| H | 1228 | |
| t | 119 | 1.5% |
| l | 118 | 1.5% |
| a | 118 | 1.5% |
| F | 118 | 1.5% |
| p | 26 | 0.3% |
| Other values (7) | 47 | 0.6% |
Interactions
Correlations
| Age Possession | Bathrooms | Bedrooms | City | House Number | Kitchens | Parking Spaces | Servant Quarters | Store Rooms | Unnamed: 0 | area | price | price_per_sqft | property Type | province | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Age Possession | 1.000 | 0.125 | 0.107 | 0.110 | 0.000 | 0.049 | 0.015 | 0.052 | 0.166 | 0.090 | 0.043 | 0.034 | 0.061 | 0.072 | 0.138 |
| Bathrooms | 0.125 | 1.000 | 0.896 | 0.271 | -0.080 | 0.613 | 0.484 | 0.402 | 0.288 | -0.149 | 0.576 | 0.549 | 0.199 | 0.260 | 0.302 |
| Bedrooms | 0.107 | 0.896 | 1.000 | 0.224 | -0.081 | 0.586 | 0.501 | 0.390 | 0.278 | -0.108 | 0.591 | 0.572 | 0.217 | 0.218 | 0.207 |
| City | 0.110 | 0.271 | 0.224 | 1.000 | 0.065 | 0.067 | 0.033 | 0.178 | 0.100 | 0.948 | 0.003 | 0.116 | 0.246 | 0.464 | 1.000 |
| House Number | 0.000 | -0.080 | -0.081 | 0.065 | 1.000 | -0.034 | 0.002 | -0.124 | 0.000 | 0.205 | -0.040 | -0.025 | 0.057 | 0.000 | 0.000 |
| Kitchens | 0.049 | 0.613 | 0.586 | 0.067 | -0.034 | 1.000 | 0.335 | 0.429 | 0.236 | -0.149 | 0.299 | 0.273 | 0.127 | 0.021 | 0.045 |
| Parking Spaces | 0.015 | 0.484 | 0.501 | 0.033 | 0.002 | 0.335 | 1.000 | 0.378 | 0.000 | -0.042 | 0.568 | 0.496 | 0.030 | 0.000 | 0.056 |
| Servant Quarters | 0.052 | 0.402 | 0.390 | 0.178 | -0.124 | 0.429 | 0.378 | 1.000 | 0.232 | -0.031 | 0.380 | 0.343 | 0.073 | 0.000 | 0.000 |
| Store Rooms | 0.166 | 0.288 | 0.278 | 0.100 | 0.000 | 0.236 | 0.000 | 0.232 | 1.000 | 0.071 | 0.000 | 0.133 | 0.072 | 0.000 | 0.000 |
| Unnamed: 0 | 0.090 | -0.149 | -0.108 | 0.948 | 0.205 | -0.149 | -0.042 | -0.031 | 0.071 | 1.000 | -0.042 | 0.071 | 0.131 | 0.308 | 0.954 |
| area | 0.043 | 0.576 | 0.591 | 0.003 | -0.040 | 0.299 | 0.568 | 0.380 | 0.000 | -0.042 | 1.000 | 0.898 | 0.250 | 0.000 | 0.000 |
| price | 0.034 | 0.549 | 0.572 | 0.116 | -0.025 | 0.273 | 0.496 | 0.343 | 0.133 | 0.071 | 0.898 | 1.000 | 0.607 | 0.089 | 0.138 |
| price_per_sqft | 0.061 | 0.199 | 0.217 | 0.246 | 0.057 | 0.127 | 0.030 | 0.073 | 0.072 | 0.131 | 0.250 | 0.607 | 1.000 | 0.091 | 0.310 |
| property Type | 0.072 | 0.260 | 0.218 | 0.464 | 0.000 | 0.021 | 0.000 | 0.000 | 0.000 | 0.308 | 0.000 | 0.089 | 0.091 | 1.000 | 0.658 |
| province | 0.138 | 0.302 | 0.207 | 1.000 | 0.000 | 0.045 | 0.056 | 0.000 | 0.000 | 0.954 | 0.000 | 0.138 | 0.310 | 0.658 | 1.000 |
Missing values
Sample
| Unnamed: 0 | House Number | City | Parking Spaces | Bedrooms | Bathrooms | Servant Quarters | Kitchens | Store Rooms | price | Purpose | Location | Age Possession | area | price_per_sqft | colony | province | society | property Type | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 48022756 | Rawalpindi | NaN | 5.0 | 6.0 | 1.0 | 2.0 | 0.0 | 7.50 | For Sale | Bahria Town Rawalpindi, Rawalpindi, Punjab, | Relatively New | 5445.0 | 13774.10 | Bahria Town Phase 8 | Punjab | Bahria Town Rawalpindi | Houses |
| 1 | 1 | 51560745 | Rawalpindi | NaN | 5.0 | 6.0 | 1.0 | 2.0 | 0.0 | 3.75 | For Sale | Bahria Town Rawalpindi, Rawalpindi, Punjab, | Relatively New | 2968.0 | 12634.77 | Bahria Town Phase 8 | Punjab | Bahria Town Rawalpindi | Houses |
| 2 | 2 | 51815448 | Rawalpindi | NaN | 5.0 | 6.0 | 1.0 | 2.0 | 0.0 | 4.25 | For Sale | Bahria Town Rawalpindi, Rawalpindi, Punjab, | Undefined | 2722.0 | 15613.52 | Bahria Town Phase 4 | Punjab | Bahria Town Rawalpindi | Houses |
| 3 | 3 | 52061409 | Rawalpindi | 1.0 | 3.0 | 3.0 | 0.0 | 1.0 | 0.0 | 1.50 | For Sale | Bahria Town Rawalpindi, Rawalpindi, Punjab, | Relatively New | 1361.0 | 11021.31 | Bahria Town Phase 8 | Punjab | Bahria Town Rawalpindi | Houses |
| 4 | 4 | 52010487 | Rawalpindi | 3.0 | 6.0 | 6.0 | 1.0 | 2.0 | 1.0 | 4.75 | For Sale | Bahria Town Rawalpindi, Rawalpindi, Punjab, | New Property | 3812.0 | 12460.65 | Bahria Greens | Punjab | Bahria Town Rawalpindi | Houses |
| 5 | 5 | 42644685 | NaN | 2.0 | 3.0 | 3.0 | 1.0 | 1.0 | 1.0 | 2.25 | For Sale | Askari 14, Rawalpindi, Punjab, | Moderately Old | 2722.0 | 8265.98 | Askari 14 | Punjab | Askari 14 | NaN |
| 6 | 6 | 52099738 | NaN | 3.0 | 2.0 | 2.0 | 0.0 | 1.0 | 1.0 | 1.15 | For Sale | Bahria Town Rawalpindi, Rawalpindi, Punjab, | Relatively New | 1171.0 | 9820.67 | Bahria Town | Punjab | Bahria Town Rawalpindi | NaN |
| 7 | 7 | 51956291 | Rawalpindi | 1.0 | 4.0 | 5.0 | 0.0 | 0.0 | 0.0 | 1.75 | For Sale | Defence Road, Rawalpindi, Punjab, | Undefined | 1361.0 | 12858.19 | Defence Road | Punjab | Defence Road | Houses |
| 8 | 8 | 52094137 | Rawalpindi | 1.0 | 4.0 | 4.0 | 0.0 | 2.0 | 0.0 | 1.55 | For Sale | Adiala Road, Rawalpindi, Punjab, | Under Construction | 1361.0 | 11388.68 | Snober City | Punjab | Adiala Road | Houses |
| 9 | 9 | 52094145 | Rawalpindi | NaN | 3.0 | 4.0 | 0.0 | 1.0 | 0.0 | 1.35 | For Sale | Adiala Road, Rawalpindi, Punjab, | Under Construction | 1361.0 | 9919.18 | Adiala Road | Punjab | Adiala Road | Houses |
| Unnamed: 0 | House Number | City | Parking Spaces | Bedrooms | Bathrooms | Servant Quarters | Kitchens | Store Rooms | price | Purpose | Location | Age Possession | area | price_per_sqft | colony | province | society | property Type | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1509 | 1509 | 51461050 | Karachi | NaN | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 6.10 | For Sale | DHA Defence, Karachi, Sindh, | Undefined | 1998.0 | 30530.53 | Emaar Coral Towers | Sindh | DHA Defence | Flats |
| 1510 | 1510 | 51525734 | Karachi | 1.0 | 3.0 | 3.0 | 1.0 | 1.0 | 2.0 | 2.29 | For Sale | Gulistan | Relatively New | 1701.0 | 13462.67 | Kings Presidency | Sindh | Gulistan | Flats |
| 1511 | 1511 | 48409814 | Karachi | 1.0 | 5.0 | 5.0 | 1.0 | 1.0 | 0.0 | 10.50 | For Sale | Malir, Karachi, Sindh, | New Property | 4500.0 | 23333.33 | Falcon Complex New Malir | Sindh | Malir | Houses |
| 1512 | 1512 | 49596308 | Karachi | NaN | NaN | NaN | NaN | NaN | NaN | 2.25 | For Sale | Bin Qasim Town, Karachi, Sindh, | Relatively New | 1197.0 | 18796.99 | Model Colony | Sindh | Bin Qasim Town | Houses |
| 1513 | 1513 | 52076865 | Karachi | NaN | NaN | NaN | NaN | NaN | NaN | 4.30 | For Sale | Clifton, Karachi, Sindh, | Undefined | 2502.0 | 17186.25 | Clifton | Sindh | Clifton | Flats |
| 1514 | 1514 | 51979270 | Karachi | NaN | NaN | NaN | NaN | NaN | NaN | 2.45 | For Sale | Scheme 33, Karachi, Sindh, | Undefined | 1080.0 | 22685.19 | Sector 31 | Sindh | Scheme 33 | Houses |
| 1515 | 1515 | 52011503 | Karachi | NaN | NaN | NaN | NaN | NaN | NaN | 20.00 | For Sale | DHA Defence, Karachi, Sindh, | Undefined | 6003.0 | 33316.67 | Zamzama Commercial Area | Sindh | DHA Defence | Penthouse |
| 1516 | 1516 | 51140390 | Karachi | 1.0 | 2.0 | 2.0 | 0.0 | 1.0 | 0.0 | 2.20 | For Sale | Jamshed Town, Karachi, Sindh, | New Property | 900.0 | 24444.44 | PECHS Block 2 | Sindh | Jamshed Town | Upper |
| 1517 | 1517 | 50119841 | Karachi | 1.0 | 3.0 | 3.0 | 0.0 | 1.0 | 1.0 | 3.50 | For Sale | Jamshed Town, Karachi, Sindh, | Relatively New | 1800.0 | 19444.44 | PECHS Block 2 | Sindh | Jamshed Town | Lower |
| 1518 | 1518 | 49977228 | Karachi | 1.0 | 4.0 | 4.0 | 1.0 | 1.0 | 1.0 | 4.25 | For Sale | Jamshed Town, Karachi, Sindh, | New Property | 2250.0 | 18888.89 | PECHS Block 2 | Sindh | Jamshed Town | Upper |